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Yotpo MCP Server and API by Cotlet vs Google E-commerce (GA4, Search Console, Merchant Center, Ads)

Yotpo MCP Server and API by Cotlet is an MCP server published by cotlet.dev. Marketplaces we read that list it: 1 (Official MCP Registry). Google E-commerce (GA4, Search Console, Merchant Center, Ads) is an MCP server published by MoonEyes. Marketplaces we read that list it: 2 (Official MCP Registry, PyPI (MCP servers)). As of our marketplace pass on 2026-11-14. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceYotpo MCP Server and API by CotletGoogle E-commerce (GA4, Search Console, Merchant Center, Ads)
Official MCP Registry Listed
Version: 1.0.2
No figure published
Not marked · First seen
Listed
Version: 0.6.0
Downloads/month (PyPI): 692
Downloads/week (PyPI): 84
Forks (GitHub): 1
Stars (GitHub): 3
Not marked · First seen
PyPI (MCP servers) Not listed Listed
Version: 0.6.0
Downloads/month (PyPI): 692
Downloads/week (PyPI): 84
Forks (GitHub): 1
Stars (GitHub): 3
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

Yotpo MCP Server and API by Cotlet vs Google E-commerce (GA4, Search Console, Merchant Center, Ads)
FactYotpo MCP Server and API by CotletGoogle E-commerce (GA4, Search Console, Merchant Center, Ads)
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)No figure on GitHub3
Forks (GitHub) (differs)No figure on GitHub1
Last release (differs)2026-11-10 (better)2026-10-21 (worse)
Where it runs (differs)Remote server (cotlet.dev/mcp/v1/yotpo/connect)On your machine (google-ecommerce-mcp)
Transport (differs)Streamable HTTPstdio
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published8, secrets among them: 1
Licence (differs)Not statedMIT
Repository (differs)Not statedgithub.com/mooneyes/google-ecommerce-mcp
Changes in the last 7 days (differs)40
First seen (differs)2026-11-092026-10-11
Endpoint at the last check (differs)Answered with HTTP 302 (15 h ago)no remote endpoint we check

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

Yotpo MCP Server and API by Cotlet

In its own words, on Official MCP Registry:

Yotpo ecommerce marketing platform MCP server: list reviews, publish review, hide review.

Google E-commerce (GA4, Search Console, Merchant Center, Ads)

In its own words, on Official MCP Registry:

Multi-client read and controlled write (off by default): GA4, GSC, Merchant, GTM, ad platforms.

How to run each

Yotpo MCP Server and API by Cotlet As a remote MCP server

Claude Code
claude mcp add --transport http yotpo https://cotlet.dev/mcp/v1/yotpo/connect

Google E-commerce (GA4, Search Console, Merchant Center, Ads) As a local MCP server: PyPI package

Claude Code
claude mcp add --env "PAGESPEED_API_KEY=<YOUR_PAGESPEED_API_KEY>" --transport stdio google-ecommerce-mcp -- uvx google-ecommerce-mcp

Requires: PAGESPEED_API_KEY (secret)

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Only Yotpo MCP Server and API by Cotlet has a remote endpoint we check. How we check endpoints

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

The marketplaces of Yotpo MCP Server and API by Cotlet publish no settings it asks for, so we do not compare settings.

What it can do: Yotpo MCP Server and API by Cotlet · What it can do: Google E-commerce (GA4, Search Console, Merchant Center, Ads) · Compare two other plugins

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Package data comes from the Python Package Index (pypi.org). Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built